{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/ajay/coderep/representjs\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/home/ajay/coderep/representjs'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%cd /home/ajay/coderep/representjs\n",
    "%pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "sns.set_style(\"ticks\")\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import sklearn.metrics\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "curves = {\n",
    "    \"Edit distance heuristic\": \"data/codeclone/ed_sim.pth\",\n",
    "#     \"Transformer w/o pre-train\": \"data/codeclone/random_sim.pth\",\n",
    "    \"MLM\": \"data/codeclone/mlm_sim.pth\",\n",
    "    \"ContraCode\": \"data/codeclone/contrast_sim.pth\",\n",
    "    \"ContraCode + MLM\": \"data/codeclone/hybrid_sim.pth\",\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.50072745 0.5004852  0.50060665 ... 0.96347032 0.96858639 1.        ]\n",
      "[1.         0.99903148 0.99903148 ... 0.10217918 0.08958838 0.        ]\n",
      "[0.63452953 0.6351834  0.63726646 ... 0.7310568  0.73105854 0.7310586 ]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n",
    "\n",
    "# f_scores = np.linspace(0.2, 0.8, num=4)\n",
    "f_scores = [0.2, 0.4, 0.6, 0.8]\n",
    "lines = []\n",
    "labels = []\n",
    "for f_score in f_scores:\n",
    "    x = np.linspace(0.01, 1)\n",
    "    y = f_score * x / (2 * x - f_score)\n",
    "    l, = axes[1].plot(x[y >= 0], y[y >= 0], color='gray', alpha=0.2)\n",
    "#     axes[1].annotate('f1={0:.1f}'.format(f_score), xy=(0.875, y[45] + 0.02))\n",
    "    if f_score != 0.6:\n",
    "        axes[1].annotate('f1={0:.1f}'.format(f_score), xy=(1 / (2/f_score - 1)*1.05+0.01, 0.95))\n",
    "\n",
    "for label, path in list(curves.items())[::-1]:\n",
    "    data = torch.load(path)\n",
    "    y_true = data[\"y_true\"]\n",
    "    y_scores = data[\"y_scores\"]\n",
    "\n",
    "    fpr, tpr, thresholds = sklearn.metrics.roc_curve(y_true, y_scores)\n",
    "    axes[0].step(fpr, tpr, label=label)\n",
    "    \n",
    "    precision, recall, thresholds = sklearn.metrics.precision_recall_curve(y_true, 1 / (1 + np.exp(-y_scores)))\n",
    "#     precision, recall, thresholds = sklearn.metrics.precision_recall_curve(y_true, y_scores)\n",
    "    axes[1].step(precision, recall, label=label)\n",
    "    \n",
    "    if label == \"MLM\":\n",
    "        print(precision)\n",
    "        print(recall)\n",
    "        print(thresholds)\n",
    "#         m = np.stack((precision, recall, thresholds))\n",
    "#         print(m)\n",
    "\n",
    "x = [0, 1]\n",
    "y = [0, 1]\n",
    "axes[0].plot(x, y, linestyle='--', lw=2, color=\"k\",\n",
    "        label='Chance', alpha=.8)\n",
    "# axes[0].fill_between(x, 0, y, linestyle='--', lw=2, color=\"k\",\n",
    "#         label='Chance', alpha=.4)\n",
    "axes[0].set_xlabel(\"False positive rate\")\n",
    "axes[0].set_ylabel(\"True positive rate\")\n",
    "axes[0].set_xlim([0.0, 1.0])\n",
    "axes[0].set_ylim([0.0, 1.0])\n",
    "\n",
    "axes[1].set_xlabel(\"Recall\")\n",
    "axes[1].set_ylabel(\"Precision\")\n",
    "axes[1].set_xlim([0.0, 1.0])\n",
    "axes[1].set_ylim([0.0, 1.0])\n",
    "\n",
    "axes[0].legend()\n",
    "plt.tight_layout()\n",
    "# plt.show()\n",
    "plt.savefig(\"data/codeclone_plot.pdf\", dpi=96)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
